AI Visibility
measured60/100
Frequently Cited
measured from this brand's audit prompts
AEO Readiness
fundamentals58/100
Some gaps
Avg Prompt Score
68
across 16 prompts
Critical Issues
4
critical + high
How AI Visibility breaks down
in its category
Composite = 60% coverage + 40% engine breadth, measured across this brand's own audit prompts (it isn't in a tracked category rollup yet). Position and citation depth join the score once the aggregation pipeline captures them. This is the measured Visibility score — separate from AEO Readiness, which scores fundamentals.
Per-stage performance
Cited rate · share of voice · engine consensus · sentiment, broken out by buyer-journey stage. Sentiment is the net positive−negative skew across engines that cited the brand at this stage.
Executive summary
Affinda is a B2B document AI platform with strong AI-citation signals from G2 (4.9/5 across 26 reviews) and first-party evaluation content like an LLMs-vs-Affinda comparison page. The biggest risk for AI engines is conversion-stage citation for pricing/evaluation queries where structured data (SoftwareApplication/FAQPage) and crawlability of key pages (especially robots.txt/structured markup) are not clearly evidenced from live search.
Based on audit of affinda.com · Aug 12, 2026